Bamai S.

Key Skills

Software

Label Studio

Top Subject Matter

AI model training and evaluation (writing/coding/reasoning)

Documentation and guideline authoring (Notion templates)

UX testing and structured usability evaluation

Top Data Types

Text

Document

Audio

Top Task Types

RLHF

Question Answering

Data Collection

Freelancer Overview

AI Training Contributor, Outlier AI (Ongoing). Brings 4+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Outlier AI, Notion, and N. Education includes Bachelor of Technology, Federal University of Technology, Minna (2021). AI-training focus includes data types such as Text and Document and labeling workflows including RLHF, Question Answering, and Evaluation.

Labeling Experience

Notion Template Creator, Notion Marketplace (@madebykubo) (Ongoing)

DocumentQuestion Answering

Created and maintained buyer-facing documentation and structured productivity workflows in Notion Marketplace. Produced clear written instructions and structured guidelines intended to support other users’ task execution and interpretation of documentation. Identified platform inconsistencies and documented structured workarounds, demonstrating attention to detail comparable to flagging guideline issues. • Authored structured templates and guidelines • Maintained accuracy and consistency across published documentation • Documented issues with clear reproduction and workaround steps • Ensured user-facing content quality and clarity

2024 - Present

AI Training Contributor, Outlier AI (Ongoing)

TextRLHF

Served as an AI Training Contributor at Outlier AI, annotating and evaluating AI-generated outputs across writing, coding, and reasoning tasks within live model training pipelines. Followed detailed task guidelines and scoring rubrics to maintain high accuracy and consistency across high-volume assignments in a fully remote, asynchronous environment. Ranked outputs and provided structured written feedback to support RLHF loops and reinforcement of model behavior. • Annotated and evaluated AI outputs based on rubrics • Produced structured ranking and written feedback • Flagged ambiguous or unclear instructions to improve guideline quality • Met daily and weekly productivity targets independently

2024 - Present

IT Security Intern, Savana Smart Homes

DocumentData Collection

Completed IT Security Internship duties involving structured assessments with clear labeling and categorization of findings. Produced detailed written documentation and reports for both technical and non-technical audiences, demonstrating precision in organized record keeping. Collaborated with cross-functional teams within structured briefing schedules and shared targets. • Labeled and categorized security findings in reports • Wrote structured documentation for multiple audiences • Maintained organized record-keeping practices • Participated in team briefings and collaborative workflows

2022 - 2022

UX Tester (Remote), Testbirds & Userfeel

Text

Worked as a remote UX Tester performing high volumes of annotation-style tasks including usability evaluations and structured feedback forms. Followed detailed testing guidelines and task briefs to produce structured written reports aligned with quality standards set by project managers. Participated in feedback sessions, communicating observations clearly and adapting to updated instructions. • Conducted usability evaluation tasks per written briefs • Produced structured feedback forms and written assessments • Maintained accuracy and on-time delivery on repetitive tasks • Incorporated team feedback and updated instructions

2019 - 2021

Education

Work History